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Quantization-Aware Distillation for NVFP4 Inference Accuracy Recovery [pdf]

https://research.nvidia.com/labs/nemotron/files/NVFP4-QAD-Report.pdf
1•gmays•1m ago•0 comments

xAI Merger Poses Bigger Threat to OpenAI, Anthropic

https://www.bloomberg.com/news/newsletters/2026-02-03/musk-s-xai-merger-poses-bigger-threat-to-op...
1•andsoitis•1m ago•0 comments

Atlas Airborne (Boston Dynamics and RAI Institute) [video]

https://www.youtube.com/watch?v=UNorxwlZlFk
1•lysace•2m ago•0 comments

Zen Tools

http://postmake.io/zen-list
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Is the Detachment in the Room? – Agents, Cruelty, and Empathy

https://hailey.at/posts/3mear2n7v3k2r
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The purpose of Continuous Integration is to fail

https://blog.nix-ci.com/post/2026-02-05_the-purpose-of-ci-is-to-fail
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Apfelstrudel: Live coding music environment with AI agent chat

https://github.com/rcarmo/apfelstrudel
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What Is Stoicism?

https://stoacentral.com/guides/what-is-stoicism
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What happens when a neighborhood is built around a farm

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Every major galaxy is speeding away from the Milky Way, except one

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Extreme Inequality Presages the Revolt Against It

https://www.noemamag.com/extreme-inequality-presages-the-revolt-against-it/
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There's no such thing as "tech" (Ten years later)

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What Really Killed Flash Player: A Six-Year Campaign of Deliberate Platform Work

https://medium.com/@aglaforge/what-really-killed-flash-player-a-six-year-campaign-of-deliberate-p...
1•jbegley•10m ago•0 comments

Ask HN: Anyone orchestrating multiple AI coding agents in parallel?

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https://github.com/gabrywu-public/knowledge-bank
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Take a trip to Japan's Dododo Land, the most irritating place on Earth

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2•zdw•18m ago•0 comments

British drivers over 70 to face eye tests every three years

https://www.bbc.com/news/articles/c205nxy0p31o
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BookTalk: A Reading Companion That Captures Your Voice

https://github.com/bramses/BookTalk
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Is AI "good" yet? – tracking HN's sentiment on AI coding

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Leisure Suit Larry's Al Lowe on model trains, funny deaths and Disney

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Towards Self-Driving Codebases

https://cursor.com/blog/self-driving-codebases
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VCF West: Whirlwind Software Restoration – Guy Fedorkow [video]

https://www.youtube.com/watch?v=YLoXodz1N9A
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Show HN: Almostnode – Run Node.js, Next.js, and Express in the Browser

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1•PetrBrzyBrzek•28m ago•0 comments
Open in hackernews

Ask HN: Whats your best workflows to draft legal agreements without lawyers?

6•philippb•6mo ago
I just got an insane bill from a lawyer for drafting an agreement. I was wondering if some of you have a great workflow for drafting legal agreements with AI that are good enough to have a lawyer just review it? My background is CS, so it's hard judge myself and I feel ChatGPT doesn't give enough details.

Comments

PaulHoule•6mo ago
Got to the public library and check out some books from Nolo Press.
tacostakohashi•6mo ago
What's the workflow for going to the library though, and how goes ChatGPT integrate with it? Is there an MCP for Nolo Press?
PaulHoule•6mo ago
(1) Get in my car, drive to the library, pay $1 an hour to park, find a contract in the book, type it in, edit, done

(2) Ask Nolo Press

bix6•6mo ago
What type of agreement? You can sometimes find an example agreement online, modify it to your needs, then have a lawyer give it a final review.
philippb•6mo ago
this case was a little bit of a one off. Created a convertible note for a piece of land that doesn't exist yet.
jus3sixty•6mo ago
I have handled a few personal legal matters myself by drafting with Lex.page (a very useful tool for any writing but you can also accomplish about the same thing with Google Docs and Gemini.)

It’s also important to perfectly prompt the “AI” promptly to perfection. You have to tell it who it is, what it is doing and make sure to be specific about the scope and legal matters involved.

Break it down into smaller chunks and once you have a draft you like, send the draft to another “AI” and ask it to play as a lawyer on the other side of your equation and “rip apart” the draft letter you wrote like any good lawyer would.

Make your two “AI” models adversarial to each other until the final result is a rock solid document.

philippb•6mo ago
thanks for the tip with two AI models. I've done that in writing coding specs. I already gave it a lot of detail about who it is. will give this a try.

Do you have an exit criteria that you can define for when the models stop picking on the other models solutions?

jus3sixty•6mo ago
Exit criteria is a great idea and probably a best practice if you are wanting an agentic style workflow. I have not yet let go of the reigns.
brudgers•6mo ago
I just got an insane bill from a lawyer

The bigger the bill, the more dollars are in your 30% markup when you pass your costs to the client.

philippb•6mo ago
It was for something personal... so I'm just having my bill for breakfast
treetalker•6mo ago
Ah yes, vibe legal planning!

We lawyers have a saying: pay me now or pay me later.

Trying to handle your own legal affairs without a lawyer is a recipe for disaster. (Analogizing for the HN crowd: it's a bit like thinking you can invent your own cryptography library for essential software.) Even lawyers need lawyers! ("A lawyer who represents himself has an idiot for a client.")

I will look forward to the prospect of handling the inevitable litigation that arises from those of you drafting your own agreements — and, better yet, your appeals after you still don't learn your lesson and then try to represent yourselves in court too.

If it's important enough to put in writing, it's important enough to rely on competent legal counsel.

JohnFen•6mo ago
Don't do it. It makes about as much sense as performing surgery on yourself.

> I just got an insane bill from a lawyer for drafting an agreement.

If you feel you were overcharged, find a lawyer who has more reasonable rates. They're out there. For simple contracts, you could even make use of low cost legal aid outfits.

dcminter•6mo ago
I hope this is a joke, but unfortunately it might not be.

A growing number of actual practicing lawyers have got themselves into serious legal trouble by using AI to draft legal documents. You are not going to do better than them; you are going to do worse.

If it's something important, hire a lawyer (expensive) or buy a pre-written legal document that has already been written by a lawyer (cheap).

If it's something unimportant then just agree everything in email and that will be legitimate evidence if you ever need to go to court - and going to court should be your last resort anyway.

Whatever it is, "saving money" by writing a legal document yourself with or without the "help" of AI is a terrible terrible idea.

giantg2•6mo ago
Shop around for rates. Lawyers should be able to give you cost or cost range up front for drafting a document.

Don't use AI. If it's a standard standard type of document with fairly low risk, you could look up templates specific to your jurisdiction. So some research on what those documents should contain and read through several. Then pick the one you think is the best. This can work for things like setting up an LLC, sales contracts for common types of work/items, etc. It's not a good idea for more complicated things like divorce agreements, complicated and novel B2B agreements, etc.

When using AI, you have to have enough domain knowledge to recognize when it's giving you junk answers. This might be easy and lower risk when you're asking it to make you a static website, or write your school paper for you. Things like legal topics may have a lot of nuance that makes it harder to identify the low quality responses.